params_yaml

task mode model data epochs patience batch imgszsave save_periodcache device workersproject name exist_ok pretrained optimizer verbose seeddeterministic single_cls rect cos_lr close_mosaicresume amp fractionprofile overlap_mask mask_ratio dropoutval split save_json save_hybrid conf iou max_dethalf dnn plots source show save_txt save_conf save_crop show_labels show_conf vid_strideline_width visualize augment agnostic_nms classes retina_masks boxes format keras optimize int8 dynamic simplify opset workspacenms lr0 lrf momentum weight_decay warmup_epochs warmup_momentum warmup_bias_lr box cls dfl pose kobj label_smoothing nbs hsv_h hsv_s hsv_v degrees translate scale shear perspective flipud fliplr mosaic mixup copy_pastecfg tracker save_dir
detecttrain yolov8n.pt/workspaces/ultralytics/ultralytics/cfg/datasets/coco128.yaml 15 50 16 640True -1False 8 False True auto True 0True False False False 10False True 1False True 4 0True val False False 0.7 300False FalseTrue False False False False True True 1 False False False False True torchscriptFalse False False False False 4False 0.01 0.01 0.937 0.0005 3 0.8 0 7.5 0.5 1.5 12 1 0 64 0.015 0.7 0.4 0 0.1 0.5 0 0 0 0.5 1 0 0 botsort.yaml/workspaces/ultralytics/runs/detect/train

metrics_json

train.box_loss train.cls_loss train.dfl_loss metrics.precision(B) metrics.recall(B) metrics.mAP50(B) metrics.mAP50-95(B) val.box_loss val.cls_loss val.dfl_loss lr.pg0 lr.pg1 lr.pg2 model.parameters model.GFLOPs model.speed_PyTorch(ms) step
1.06434 1.05748 1.14749 0.73136 0.66376 0.72063 0.55248 0.9979 0.89099 1.068311.6898e-051.6898e-051.6898e-05 3157200 0 4.308 14

train/labels.jpg

train/labels.jpg

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val/val_batch0_labels.jpg

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val/val_batch0_pred.jpg

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val/val_batch1_labels.jpg

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val/val_batch2_labels.jpg

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val/val_batch2_pred.jpg

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val/F1_curve.png

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val/PR_curve.png

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val/confusion_matrix.png

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val/confusion_matrix_normalized.png

val/confusion_matrix_normalized.png